Description:This is an applied handbook on hypothesis testing with annotated examples using S-Plus or R. It is intended for any research project to help decide which test to use, how to interpret test results, and how to proceed afterwards. Although the twelve examples are presented in R, their results and interpretations are applicable to any other software attempting hypothesis testing. The examples cover univariate and multivariate data.